A Monolithic Stochastic Computing Architecture for Energy Efficient Arithmetic
Sign Up to like & getrecommendations! Published in 2022 at "Advanced Materials"
DOI: 10.1002/adma.202206168
Abstract: As the energy and hardware investments necessary for conventional highâprecision digital computing continue to explode in the era of artificial intelligence (AI), a change in paradigm that can trade precision for energy and resource efficiency… read more here.
Keywords: energy; stochastic computing; architecture; monolithic stochastic ... See more keywords
Energy-efficient stochastic computing with superparamagnetic tunnel junctions
Sign Up to like & getrecommendations! Published in 2020 at "Physical review applied"
DOI: 10.1103/physrevapplied.13.034016
Abstract: Superparamagnetic tunnel junctions (SMTJs) have emerged as a competitive, realistic nanotechnology to support novel forms of stochastic computation in CMOS-compatible platforms. One of their applications is to generate random bitstreams suitable for use in stochastic… read more here.
Keywords: superparamagnetic tunnel; stochastic computing; energy efficient; energy ... See more keywords
Memristive combinational logic circuits and stochastic computing implementation scheme
Sign Up to like & getrecommendations! Published in 2021 at "Circuit World"
DOI: 10.1108/cw-09-2018-0072
Abstract: Purpose Stochastic computing which is an alternative method of the binary calculation has key merits such as fault-tolerant capability and low hardware cost. However, the hardware response time of it is required to be very… read more here.
Keywords: implementation scheme; system; scheme; based memristive ... See more keywords
Stochastic Computing Design and Implementation of a Sound Source Localization System
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Journal on Emerging and Selected Topics in Circuits and Systems"
DOI: 10.1109/jetcas.2023.3243604
Abstract: Stochastic computing (SC) is an alternative computing paradigm that processes data in the form of uniform bit-streams. SC is fault-tolerant and can compute on small, efficient circuits. However, SC is primarily used in scientific research,… read more here.
Keywords: bit; sound source; design; stochastic computing ... See more keywords
Architecture Considerations for Stochastic Computing Accelerators
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"
DOI: 10.1109/tcad.2018.2858338
Abstract: Stochastic computing (SC) is an alternative computing technique for embedded systems which offers lower area and power, and better error resilience compared to binary-encoded (BE) computation. However, the potential of and general design methodologies for… read more here.
Keywords: tex math; energy efficiency; stochastic computing; inline formula ... See more keywords
New Divider Design for Stochastic Computing
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
DOI: 10.1109/tcsii.2019.2906385
Abstract: Stochastic computing (SC) is an unconventional computing paradigm which enables low power and massive parallelism in various applications. The numerical values in SC are represented as random bit-streams and interpreted as probabilities. The SC design… read more here.
Keywords: design stochastic; new divider; divider; divider design ... See more keywords
A Stochastic Computing Architecture for Iterative Estimation
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
DOI: 10.1109/tcsii.2019.2916305
Abstract: Stochastic computing (SC) is a promising candidate for fault-tolerant computing in digital circuits. We present a novel stochastic computing estimation architecture allowing to solve a large group of estimation problems including least squares estimation as… read more here.
Keywords: architecture iterative; architecture; computing architecture; estimation ... See more keywords
Accelerating Stochastic Computing Using Deterministic Halton Sequences
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
DOI: 10.1109/tcsii.2021.3073680
Abstract: Deterministic approaches have recently been developed for accurate computation in stochastic computing (SC). They, however, suffer a long operation time. Fortunately, for applications that do not require completely accurate processing results, such as image processing,… read more here.
Keywords: time; accelerating stochastic; deterministic halton; dhs based ... See more keywords
Utilization of Contingency Tables in Stochastic Computing
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
DOI: 10.1109/tcsii.2022.3146238
Abstract: Stochastic computing (SC) is a re-emerging approach adopted in vision and learning machines. SC, as a hardware-efficient unconventional computation paradigm, utilizes digital logic systems for arithmetic operations. Conventional logic gates are fed binary streams that… read more here.
Keywords: contingency tables; stochastic computing; correlation; utilization contingency ... See more keywords
Modeling a Stochastic Computing Nonscaling Adder and its Application in Image Sharpening
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
DOI: 10.1109/tcsii.2022.3161991
Abstract: Non-scaling Stochastic Computing adder and subtracter architectures are introduced. They are modeled using Markov Chains to obtain important statistical properties enabling their design optimization. To demonstrate their efficacy, they are used to realize a stochastic… read more here.
Keywords: image sharpening; modeling stochastic; computing nonscaling; stochastic computing ... See more keywords
Stochastic Computing in Beyond Von-Neumann Era: Processing Bit-Streams in Memristive Memory
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
DOI: 10.1109/tcsii.2022.3161995
Abstract: Stochastic Computing (SC) is an alternative computing paradigm that promises high robustness to noise and outstanding area- and power-efficiency compared to traditional binary. It also enables the design of fully parallel and scalable computations. Despite… read more here.
Keywords: beyond von; neumann era; computing beyond; stochastic computing ... See more keywords